Theoretical Analysis of Robust Overfitting for Wide DNNs: An NTK Approach

Shaopeng Fu, Di Wang

Adversarial training (AT) is a canonical method for enhancing the robustness of deep neural networks (DNNs). However, recent studies empirically demonstrated that it suffers from r…